Llasa-8B

Llasa-8B

HKUSTAudio

Llasa-8B is an advanced text-to-speech model extending LLaMA with speech capabilities, trained on 250K hours of Chinese-English data using XCodec2 codebook tokens.

PropertyValue
DeveloperHKUSTAudio
LicenseCC BY-NC 4.0
Training Data250,000 hours Chinese-English speech
Base ModelLLaMA
Codebook Tokens65,536 (XCodec2)

What is Llasa-8B?

Llasa-8B is an innovative text-to-speech (TTS) system that extends the capabilities of the LLaMA language model by incorporating speech synthesis capabilities. Built on the foundation of LLaMA's 8B parameter architecture, it integrates XCodec2's codebook containing 65,536 speech tokens to enable high-quality speech generation from text input.

Implementation Details

The model leverages a unique approach that treats speech synthesis as a language modeling task by converting audio into single-codebook tokens. This seamless integration with the LLaMA framework allows for traditional LLM training techniques to be applied to TTS tasks. The model can generate speech either directly from text input or by utilizing speech prompts for voice cloning.

  • Supports both Chinese and English text comprehension
  • Utilizes XCodec2 for speech token encoding/decoding
  • Compatible with existing LLM optimization techniques
  • Operates at 16kHz sample rate

Core Capabilities

  • Direct text-to-speech synthesis
  • Voice cloning with speech prompts
  • Complex text comprehension in both Chinese and English
  • Handling of sophisticated formatting and punctuation
  • Support for mixed-language processing

Frequently Asked Questions

Q: What makes this model unique?

Llasa-8B's unique approach lies in treating speech synthesis as a language modeling task, making it compatible with existing LLM optimization techniques while maintaining high-quality speech output. Its ability to handle both direct TTS and voice cloning makes it highly versatile.

Q: What are the recommended use cases?

The model is ideal for applications requiring high-quality speech synthesis, including voice assistants, content creation, and accessibility tools. It's particularly strong in handling bilingual content and complex text structures in both Chinese and English.

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